Data valuesDAMA: 9

Comparability of populations

The degree to which data values representing two populations have the same definition and are measured in the same way.

Created: 10/30/2025
Business Impact
Positive Impacts
  • •Fair and meaningful comparisons of performance or characteristics across different groups or segments.
  • •Reliable benchmarking against peers or different business units.
  • •Improved accuracy of market analysis and demographic studies.
  • •Evidence-based policy making and resource allocation.
Negative Impacts (if poor quality)
  • •Misleading conclusions when comparing groups based on inconsistently defined or measured data.
  • •Unfair or inaccurate performance evaluations or resource allocations.
  • •Flawed market segmentation or competitor analysis.
  • •Ineffective policies based on non-comparable data.
Technical Description

Grade

Examples
Good quality vs poor quality indicators
Good Quality Examples

Logistics: Both terminals report 'Container Throughput' using the exact same counting rules (e.g., including/excluding transshipment moves consistently, same definition of TEU).

Education: Student performance across different schools is compared using results from the same standardized assessment administered under identical conditions.

Marketing: 'Website conversion rates' for different campaigns are compared using the same definition of 'conversion' and the same tracking methodology.

Poor Quality Examples

Logistics: Comparing 'Revenue' from Terminal A (which includes Value Added Services income) with 'Revenue' from Terminal B (which only includes handling charges) gives misleading performance results.

Education: Comparing student test scores from two different regions where one region uses a standardized national test and the other uses a locally developed test.

Marketing: Comparing 'customer satisfaction' scores from surveys conducted with different question phrasing or scales across two product lines.

Local Network
Quick Stats
Dependent KPIs0
Improvement Standards0
CategoryData values
API Access
GET /api/dq-dimensions/8962bbe0-e7a5-4cd2-be0d-c50827b2f3d3